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Author

Zifeng Wang

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Sep 2026

RefMover: Diffusion-Based Single Image Reflection Removal With Language and Region Guidance.

RefMover is introduced, a multi-instruction diffusion framework for SIRR that bridges the semantic-spatial gap by combining language and region guidance and features a pipeline with a streamlined conditional architecture that mitigates condition conflicts and preserves details.

Zi-Feng Wang, Yuchen Hong, Tian-Yi Xu et al. · 0 citations
Jul 2026

Video Generation Models Are Inherent Lighting Estimators

V-LITE (Video generation models are inherent lighting estimators), a framework that unlocks internal knowledge by reframing lighting estimation as a guided video inpainting task, is introduced, revealing that modern video diffusion models are not merely synthesizers but also powerful, inherently capable estimators of p...

Ziqi Cai, Shuchen Weng, Kaiqi Liu et al. · 0 citations

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